{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "NBEATS EXAMPLE\n",
    "\n",
    "https://datamarket.com/data/set/22ox/monthly-milk-production-pounds-per-cow-jan-62-dec-75#!ds=22ox&display=line\n",
    "It's a toy example to show how to do time series forecasting using N-Beats."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import os\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import torch\n",
    "from torch import optim\n",
    "from torch.nn import functional as F\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "from data import get_m4_data, dummy_data_generator\n",
    "from nbeats_pytorch.model import NBeatsNet # some import from the trainer script e.g. load/save functions.\n",
    "\n",
    "CHECKPOINT_NAME = 'nbeats-training-checkpoint.th'\n",
    "\n",
    "# https://datamarket.com/data/set/22ox/monthly-milk-production-pounds-per-cow-jan-62-dec-75#!ds=22ox&display=line\n",
    "# It's a toy example to show how to do time series forecasting using N-Beats."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# plot utils.\n",
    "def plot_scatter(*args, **kwargs):\n",
    "    plt.plot(*args, **kwargs)\n",
    "    plt.scatter(*args, **kwargs)\n",
    "\n",
    "\n",
    "# simple batcher.\n",
    "def data_generator(x_full, y_full, bs):\n",
    "    def split(arr, size):\n",
    "        arrays = []\n",
    "        while len(arr) > size:\n",
    "            slice_ = arr[:size]\n",
    "            arrays.append(slice_)\n",
    "            arr = arr[size:]\n",
    "        arrays.append(arr)\n",
    "        return arrays\n",
    "\n",
    "    while True:\n",
    "        for rr in split((x_full, y_full), bs):\n",
    "            yield rr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# trainer\n",
    "def train_100_grad_steps(data, device, net, optimiser, test_losses):\n",
    "    global_step = load(net, optimiser)\n",
    "    for x_train_batch, y_train_batch in data:\n",
    "        global_step += 1\n",
    "        optimiser.zero_grad()\n",
    "        net.train()\n",
    "        _, forecast = net(torch.tensor(x_train_batch, dtype=torch.float).to(device))\n",
    "        loss = F.mse_loss(forecast, torch.tensor(y_train_batch, dtype=torch.float).to(device))\n",
    "        loss.backward()\n",
    "        optimiser.step()\n",
    "        if global_step % 30 == 0:\n",
    "            print(f'grad_step = {str(global_step).zfill(6)}, tr_loss = {loss.item():.6f}, te_loss = {test_losses[-1]:.6f}')\n",
    "        if global_step > 0 and global_step % 100 == 0:\n",
    "            with torch.no_grad():\n",
    "                save(net, optimiser, global_step)\n",
    "            break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# loader/saver for checkpoints.\n",
    "def load(model, optimiser):\n",
    "    if os.path.exists(CHECKPOINT_NAME):\n",
    "        checkpoint = torch.load(CHECKPOINT_NAME)\n",
    "        model.load_state_dict(checkpoint['model_state_dict'])\n",
    "        optimiser.load_state_dict(checkpoint['optimizer_state_dict'])\n",
    "        grad_step = checkpoint['grad_step']\n",
    "        print(f'Restored checkpoint from {CHECKPOINT_NAME}.')\n",
    "        return grad_step\n",
    "    return 0\n",
    "\n",
    "def save(model, optimiser, grad_step):\n",
    "    torch.save({\n",
    "        'grad_step': grad_step,\n",
    "        'model_state_dict': model.state_dict(),\n",
    "        'optimizer_state_dict': optimiser.state_dict(),\n",
    "    }, CHECKPOINT_NAME)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# evaluate model on test data and produce some plots.\n",
    "def eval_test(backcast_length, forecast_length, net, norm_constant, test_losses, x_test, y_test):\n",
    "    net.eval()\n",
    "    _, forecast = net(torch.tensor(x_test, dtype=torch.float))\n",
    "    test_losses.append(F.mse_loss(forecast, torch.tensor(y_test, dtype=torch.float)).item())\n",
    "    p = forecast.detach().numpy()\n",
    "    subplots = [221, 222, 223, 224]\n",
    "    plt.figure(1)\n",
    "    for plot_id, i in enumerate(np.random.choice(range(len(x_test)), size=4, replace=False)):\n",
    "        ff, xx, yy = p[i] * norm_constant, x_test[i] * norm_constant, y_test[i] * norm_constant\n",
    "        plt.subplot(subplots[plot_id])\n",
    "        plt.grid()\n",
    "        plot_scatter(range(0, backcast_length), xx, color='b')\n",
    "        plot_scatter(range(backcast_length, backcast_length + forecast_length), yy, color='g')\n",
    "        plot_scatter(range(backcast_length, backcast_length + forecast_length), ff, color='r')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            milk_production_pounds\n",
      "month                             \n",
      "1962-01-01                     589\n",
      "1962-02-01                     561\n",
      "1962-03-01                     640\n",
      "1962-04-01                     656\n",
      "1962-05-01                     727\n",
      "(118, 15) (30, 15)\n",
      "(118, 5) (30, 5)\n"
     ]
    }
   ],
   "source": [
    "# main\n",
    "if os.path.isfile(CHECKPOINT_NAME):\n",
    "    os.remove(CHECKPOINT_NAME)\n",
    "device = torch.device('cpu')  # use the trainer.py to run on GPU.\n",
    "forecast_length = 5\n",
    "backcast_length = 3 * forecast_length\n",
    "batch_size = 10  # greater than 4 for viz\n",
    "\n",
    "milk = pd.read_csv('data/milk.csv', index_col=0, parse_dates=True)\n",
    "\n",
    "print(milk.head())\n",
    "milk = milk.values  # just keep np array here for simplicity.\n",
    "norm_constant = np.max(milk)\n",
    "milk = milk / norm_constant  # small leak to the test set here.\n",
    "\n",
    "x_train_batch, y = [], []\n",
    "for i in range(backcast_length, len(milk) - forecast_length):\n",
    "    x_train_batch.append(milk[i - backcast_length:i])\n",
    "    y.append(milk[i:i + forecast_length])\n",
    "\n",
    "x_train_batch = np.array(x_train_batch)[..., 0]\n",
    "y = np.array(y)[..., 0]\n",
    "\n",
    "c = int(len(x_train_batch) * 0.8)\n",
    "x_train, y_train = x_train_batch[:c], y[:c]\n",
    "x_test, y_test = x_train_batch[c:], y[c:]\n",
    "\n",
    "print(x_train.shape, x_test.shape)\n",
    "print(y_train.shape, y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| N-Beats\n",
      "| --  Stack Generic (#0) (share_weights_in_stack=False)\n",
      "     | -- GenericBlock(units=128, thetas_dim=4, backcast_length=15, forecast_length=5, share_thetas=False) at @4867175184\n",
      "     | -- GenericBlock(units=128, thetas_dim=4, backcast_length=15, forecast_length=5, share_thetas=False) at @4867178192\n",
      "     | -- GenericBlock(units=128, thetas_dim=4, backcast_length=15, forecast_length=5, share_thetas=False) at @4867177040\n",
      "| --  Stack Generic (#1) (share_weights_in_stack=False)\n",
      "     | -- GenericBlock(units=128, thetas_dim=8, backcast_length=15, forecast_length=5, share_thetas=False) at @4867194320\n",
      "     | -- GenericBlock(units=128, thetas_dim=8, backcast_length=15, forecast_length=5, share_thetas=False) at @4867194576\n",
      "     | -- GenericBlock(units=128, thetas_dim=8, backcast_length=15, forecast_length=5, share_thetas=False) at @4867192912\n"
     ]
    }
   ],
   "source": [
    "# model\n",
    "net = NBeatsNet(device=device,\n",
    "                stack_types=(NBeatsNet.GENERIC_BLOCK, NBeatsNet.GENERIC_BLOCK),\n",
    "                forecast_length=forecast_length,\n",
    "                backcast_length=backcast_length,\n",
    "                hidden_layer_units=128,\n",
    "                share_weights_in_stack=False,\n",
    "                )\n",
    "optimiser = optim.Adam(net.parameters())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# data\n",
    "data = data_generator(x_train, y_train, batch_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "grad_step = 000030, tr_loss = 0.009739, te_loss = 0.481592\n",
      "grad_step = 000060, tr_loss = 0.005367, te_loss = 0.481592\n",
      "grad_step = 000090, tr_loss = 0.003592, te_loss = 0.481592\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 000120, tr_loss = 0.002173, te_loss = 0.003988\n",
      "grad_step = 000150, tr_loss = 0.001375, te_loss = 0.003988\n",
      "grad_step = 000180, tr_loss = 0.000698, te_loss = 0.003988\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 000210, tr_loss = 0.000517, te_loss = 0.001062\n",
      "grad_step = 000240, tr_loss = 0.000461, te_loss = 0.001062\n",
      "grad_step = 000270, tr_loss = 0.000425, te_loss = 0.001062\n",
      "grad_step = 000300, tr_loss = 0.000349, te_loss = 0.001062\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 000330, tr_loss = 0.000337, te_loss = 0.000774\n",
      "grad_step = 000360, tr_loss = 0.000294, te_loss = 0.000774\n",
      "grad_step = 000390, tr_loss = 0.000249, te_loss = 0.000774\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 000420, tr_loss = 0.000243, te_loss = 0.000646\n",
      "grad_step = 000450, tr_loss = 0.000206, te_loss = 0.000646\n",
      "grad_step = 000480, tr_loss = 0.000185, te_loss = 0.000646\n"
     ]
    },
    {
     "data": {
      "image/png": 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Scn/pJUtOH1MO5M4lUUO9oSHOTehwBg3aRZMm8XlPPc+LXVru2dkyitybeIxS8sYo9yBZvVo8/y1bHrHk/M2awciRMGuW5MuIJ1K+/o7iBGg59BKrRalRUlLKyMqC99+HPXuq399J2E2515rIMy+Mcg8Sj+c/MdE6Ga69VpTAf/9b/b5Oos1Pa1mVnkZC/QZWi1LjTJokL+vXX7dakuiSlyfmpoYNrZZEqDWRZ14Y5R4kq1db3woZMkQq44svWitHVCkspMuve1l/YgerJbGEk0+G3r3j7J5ir0gZqJ2zNBnlHgRFRZIF0mrnUGKiJBObNy9+upPFi78mpRQODDjZalEsY9Ik+N//4McfrZYkethNufubpenmm+Pab2+UezB4PP92qKzXXCN5Zl55xWpJosO+zz+kDEg982yrRbGM8eMlB0q8OFZ375aPHZ4XbzxRSkePyujZePNz+GKUexB4nENWt9xB4nOHDJEJCHzzzjgRvXAhy1pBx459rBbFMpo0keyFLlfliA4nYjdnqi8pKXDxxRIaWexvZHScYJR7EHgq6/HHWyuHh0mTpAWSk2O1JBFSXEzjn35hYQZ0bW5TTVBDXHutZP/0jsV2KnZX7gCjRsHeveHNcewUjHIPgtWroU0b+3j+L70UGjeOg278jz+ScqSYZV0b0zDVJhfXIs45R+zB8eBYzcuTaSczM62WJDDnnQf16sksavGKUe5BkJdnD5OMh7p1xX747rvS+nAsCxcCsLtvN4sFsZ6EBPGnLFggvTInk5cHnTvLTGV2pW5dGD5cekqlpRYK4pm5JQaz8RjlXg1a2yMM0pdrr42D+OiFC1nbIoGWnXpZLYktuOYayXvi9Amd7RYpE4hRoyRT5FdfWSSA7yziUc6JYJR7NezaJa1jO7XcAfr0kW78H/7g0OnaSkspW7SQnA5ltd7e7iE9XXIHTZ3q3ORWJSWwbp0zlPsFF0gL3jLTjL9ZxKOYE8Eo92pYvVqWdqusLhf8/rvE4G/ZUt95iZBWrCBh/wFxpjaz2cW1CJdLWr0eM4Hj7imSCbK42H6NIX/Urw/DhkmOd0siz2KcE8Eo92qwq+c/O7s8jGvJEkkr6KhESG57u4mUKSc7u/JMQY66p9j3eQnEqFHSSPr225o/96FWTfyXt24aleMb5V4NeXmSMMxuOSi8X+7Llzf3W17TuJa7yHwik6Vbl5L5RCau5VU0ORcuZE+rhmxrmkxm48wak9HO2DG5Vaj+Pqcp9+HDJe793Xdr/twv9SwB4CevlM+Hk+Ev50Tn+Ea5V8Pq1dYnDPOH98tm3746fstrEtdyF/MfvIbcKfn0/R1yp+Qz/8Fr/Ct4rWHhQpZ1aUjnpp1JSrBxWEUNYrfkVuH4+/LyoHlzaBqdxmfMadQIzj1XlLvWVezoectF0cHV49cDbK8HZ18lSv1QMlw/Av7TJTpDZ41yrwa7hUF68E6ElJAgtdLK6dq+e/gO/vNBMXVK4duSVWTuh/98UMx3D99Reec1a2DHDr7oUGJMMl7YbQq+cPx9TomU8ebyy+XFtXRpgB2833IQHWfI118zZD08fDrsrwtv9ASt4IMTIL1RdN7mtU65h9LN9CQMs2Nl9U6E1KnTPpKSrJ2Z7g8f76ZeMbh6QeJHL3EwGeoVS3kl3Pb291rsMs5UL3yTWyUkWDsFXzhmIicq94svlpj8gKYZr7dcu0WLpCxCZ8imu29gZxq8OEBMArNOhAZFMPrXFKYOic7bvFYp91C7mXZKGOYPTyKkCy/cSUmJhEdaRfp+WY5eCXd/rdnaoGJ5BRYupKRFM1Y2KTHK3QfPPX3rLYngsNLXE6qZaP9+2L7dvs9LIJo2hbPPlpBIv6YZr7dZe++g+DCdIcs+eoEOi1fy0Yjj+c/ol0lvmM7CDNjcSPHQ1u5k9YrO27xWKfdQu5meMEg7mmW8GTRoFyAhXVZR0KYZAO0PwJODUjnebTYs8Of5X7SIHX1OAGUiZQJxwQWSKdLKe3rvvRJv701VZiKnOVO9ufxyic9fvtzPRq+3Wd3du/2WB8uWA1vYes+t7E1LYORT85h44kTy78rnmj7X8vbJybT9ejns3BnGP6hMrVLuoXYz7ZYwLBAtWhQxcKBM12YV9R95kpI6KSQAXw0bwINnuMuP6yYjWzzk50N+Pqu7tQBMjHsg6teX/Cfvv1+Noy+G/O9/smzVqrzsoYcCm4mcrNwvvVReZIMH+zHZejlDjnoSTIXhDDlScoR7Hj2f8385SvFtN9OkZfnLYVT3UbzUvQhVWgqzZ0fhH9Uy5R7Igx/oBZyXB23b2idhWFWMHCkOIY/Pp8bJyiLphZcgI4Ozk0/mviHw44h+8PXXMGFCeVC+22b5VccEmqc1p1laM4sEtj+XXQabNlXh6IshX30FzzwDt94K27aJiRKqTpGblydRZZ061YyM0WTePFHu+/f7MdlmZfHVvVexuUkiv592GgBLb7w4KGeIJzxYPaBo/q/mXPrOSorrp9Hyngcr7Dek4xA2pjdkU2YTmSg5CthWuUc78uj55yU5f4LPP67qBWzHnDKBGDlSlla23j0G4279R5LRKIO/jm0BjzwiLZHTTxdP4cSJkJBAzuGVptVeDSNGiLKsadPMkSNw3XVyux56SMo6dYL+/atuVOblyX4pKTUjZzTJzq48StVjsnUtd3F+2Uw63FHKp5ecwtFE+P6bd6oex4H8bvJHk8nfLy2uzM2HGbUKVo8/V9K6epGalMrFXS/mhW5H4LvvxEYUIbZU7tGOPPrXv+Cmm+Cii+CFF8pb6nXrBo4w0dq+YZD+6NIFevWy1kbrQSnFmB5jmPfbPPbccq0o9B9+KLd/lZWxak8eXfeZ+PaqaNYMzjqr5u/pAw9I3Z8+XcxDHsaMgSVLylvxvjgxUsZDVSbb7AXZFBSLs251yh7e7AkTfizhH5/8vyqP6f07gOxFcDAFJqb774qN6jaKF08oRCsVlTh6Wyp3b8fn4sVtgNAijzytfqVkkMKf/wzjxslDcs018rL4v/+TLuawYf6PsXOnJAxzUmW97DLpTm/fbrUkMLbHWErKSnh/1fvHQh89FCbC9vrQ9YufLZLOOYwcKUpz1aqaOd+PP0pn65prZHCPN2PGyPKttyr/rqwM1q511vPiTVWRQRv3l2v+z3d/ztMDJGxxyJebqjzmxv0buWIZDFsLp2yCcSsgJxOWlWzxu//5x53Pvub1yOvVRkwzETpbbKncvd+i8+Zl+i0PhG+r/8AB6dpeeKFMIOBh/Hjx8wXKCOdE59Bll0l9+PBDqyWBPm360KlJJ2avnF3pxq11m9m7/rrPAsmcxaWXyrImWu8lJYprr4UWLeCxxypvT0+HU0/1r9w3bhRzjpOeF2+qGkDmPagoryCPpe1gcXu4c0lSlRnHbl3blPtzYd5x8MwcUMCQ36TcH3WT63LR8RfxfNeDYpb5/vuI/lNQyl0pdZdSaqVSaoVS6g2lVB2lVEel1HdKqXVKqdlKqRT3vqnu9XXu7ZmhCuX9Fj1wINVveSD8hTuWlkpYlzcnnywml0D50J0SBulNr15w3HGxVQTBDgJTSjG2x1i+WP8FO7u0q7DtZ3cuja4pbWMnaJDUdN0OlXbtYODAmrmnjz3WgZ9/ll5uE/85rRgzRqJo1qypWG6neYbDwXsAmVKy9Jhspw6ZSlqyaP5EJYOOpp2WQsddJfDZZwGP+dAX8NrJ0Hk39NkqZfVKpDwQo7qN4uXjDlKWkhyxaaZa5a6UagfcDvTTWvcEEoFxwMPA41rrzsBeYJL7J5OAve7yx937hYT3W7R+fUmTF2zkUbDhjkrJjVu40P9v7JowrCqUktb7ggUyH2e0CXUQ2NgeYynVpbx3x7kVmkV5zSGxDDrd/VD0hQwBK+p2OFx2mZhLYjFDk/c99fSSp08PfE9Hj5Z65utYdWJP1xfPALKyMll6fHFZvbKYPmI6GY0y6N2gNwrFoLseh9at4emnAx4vaeduPugKX8yUVruH+tsC5465sMuFFNWvw88DMuDNNyOawTtYs0wSUFcplQSkAVuBcwCPUWMm4O5Acol7Hff2IUr5DoWoGu+3aN++YkB+5JHghmGHMqruiitk+eablbfl5Ul8u290jd0ZOVLqwyefRP/YoQ4CO7HViXRt1pXZ9TZUaBatTk+jU2prUiZcFX0hQ6dG63Y4xDISyvuepqZKIvmq7mm7djBoUGXlvnq1BIC0aBF9Ge1AVq8sNty5gRu63IBGs6+sQKI0Pv20cjfGzQenNmHWe9DqsM+GKlqM9VPqM6zzMJ7qslscf/PmhS1ztapLa70FeBTYiFT8/cBSYJ/W2jM6ZTPg6Xu3Aza5f1vi3j/kYGbPW/Tqq6U/c+RIcL+77rrKZYFa/ccdJ11ef6YZJ4VBenPKKTKZdywUQaiDwDxRM1/mf8m2S4YcaxblDehE1479oi9giFhVt0Olc2c48cTY39PBgzf7Lfdl7FhYuVI+HjyRMrF/1VlL5/qdGZwxmP98/x9KrrtWHHnPPFN5x4ICum0spPtOSPD2iwZhghjVbRSudnspbtwwopj3amPRlFJNkBZLR2Af8DYQIMYkeJRSk4HJAK1atSI3N9fvfs2bH6J79/089VQSvXv/UG3lWbToBOrUac4DDywmMbGUlBRpbTRtCv5O0b9/O55+ugsvv/w9HTtKE6aoSPHbb4M59dR8cnM3VNj/0KFDAWW1Cl+ZBgzowieftGbu3K+pU6eyw2fPHtiyRRKjeV+f6njySZg58wRWrGjOvfcupk4daemlpFS8tt7ydCzoSJku4x///Qcj242kVJeStzOP7indLb+OVtftUOpS796ZvPpqBu+99w1Nm1buqkdyT999txOLFnXg4ovXMXSoRCL43lNv2rRJISHhVP71r3yuuWYDAMuWnUqfPnvJzV0d1P8JBrs+a0PqDeH+/Pt56OuXuOHMM2n2wgssPv98St2mR1VSQuY9d9Ir/wgzrz+bjr1GVr4xVfyvxiWN0clJ5PRswpB33uGbHj0obdgw+JvqQWtd5QcYDbzotX4l8BywC0hyl50KfOb+/hlwqvt7kns/VdU5+vbtqwORk5OjZ8zQGrRevDjgblprrbdu1To5Wetbb616P2+2bdM6MVHrv/ylvGzlSjnfrFn+5bEbvjLNny/yv/9+5X1nzdI6LU22ez5paf7/qy/TplX8XaDf+srT45ke+oyXztBaa/3bnt80U9DTl0wP4R9GBrBE27RuB8vPP8v1njat8rZI7unLL5f/5tFHc4L+7dlna921q9ZlZVofPCi/nzo16L8TFHZ91kpKS3TmE5lSp7/7Tv7800/LDqWlWo8frzXo2y5N1QeOHAjrPBf+6yR92ZjqH7ZAdVtrHZTNfSMwUCmV5rYvDgF+AXKAy937XAX81/39Q/c67u1fuIUImzFjpDfz0ktV7/f882Jvvu224I/dqhUMHSqmGY+UTncODR4sL3h/ERaRzMlbWCjLNm0qRxRUxZgeY/hq41dsObCFvN1ycW2SMMzyuh0sVUVCRXJPU93BaC1byjLYezp2rDwny5aVm5yd+ryESmJCIrf2v5VFGxfxU4dkuTF33SUPRePG8Prr/HVoIvr662mQ2iCsc1z+2Wbe6wZHvScJCjHNcDA29+8Q59GPwHL3b6YDfwb+oJRah9gdX3T/5EWgmbv8D8A9QUsTgIYNRcG/+SYc9nVOuDl6FJ57TuLZQ030NX68mIMXL5Z1u06KHSzJydCjh0Q8KFUesuiJcPFHdWMItJaX54ABMuekb0RBVYztMRaN5u1f3iZvl1u52yD1gB3qdrAoJWGGn30WvXsKck87dYKtW6Fv3+Dv6WWXyfiR2bOd3xgKh0l9JlEvuR5PvnGHJADyJMc7eJDF6QlMPb2UWwbcEvbxL168m0QNr/fy2RBCmuGgYkG01vdrrU/QWvfUWk/UWh/VWv+mtR6gte6stR6ttT7q3veIe72ze/tvwf+lwFx7LRw8GHjQ0ezZsGMH3Hln6Me+9FIJe/Q4Vj0JwxqE99K1HJdL0lN4xlfk58uIw/btA/+mupDPRYvkpXfDDaHL07V5V05qdRJvrXyLvN15NEptRMt6LUM/UAywQ90OBpcL5qiUQl0AACAASURBVM8vX8/Pl2eiqiRd1d3TVaskFPj660OPCmvRAs45RwY05eXJC6dz59CO4WQa12nMVSddxRv7FrE9qXxW8zJg9Kgyzv29Dic0Dz/ov1mLDM5eD/84Ayp0DUOIzXZMoN+gQZI/5cUXK2/TWhxD3buLiSVUGjaU2VhmzxazjpNzZID03IqKKpYVF8OuXRLTXLduxW0pKdWPIZg2Ta7T2LHhyTS2x1gWb17MgvUL6Nq8KzUQQRhXZGdL79SboiJxol59deV7mpxc/T2dPl32u+aa8GQaO1byzMyeLT2JOnWq/Ulccfspt1OUCNP6l5e93w22NIJbFwYZ3heAr268kBF5Mpp7hbsddDhZyoPFMcpdKWmpLFpUOaz0669lkMftt4cfijV+vCi/efOkherUkXYQuOdWXCxKesaM8qncUlKgXr3yWGp/7NolPaYrr5R9wyE1SYy7a3avYeWOldVm1DNUpKp7+vLL5fdUKVH0SUlw/vmBj1dYCDNnyn33ztceCiNHimlm9WpYvz5q80Y7hq7Nu3LB5jo816/cNv70KZC5Fy46Gtnoxwl15pCTCUrD291hQyOZPHtCnTlBH8Mxyh3gqqukMr38csXyJ56Q4dITJ4Z/7GHDxBfy5JMyutPJLffqBnJ5xhBoLV39vXvlGgZi5kxpJYZjkgFJfXpvTnn+h8PFh5n80WSj4EMg0D31vKS9R1cuWSKt/L//PfDx3n5b7nu49xRk/I63Ozka80Y7jTv63862BvBWD1jeEr7MhJt/Tibx75GNvt64fyMfdJdJsx88CzreBW+cWDGJWXU4Srm3aSPTj82cWe6/yM+XwR3XX1858U8opKZC797w+eey/tBDzq2kVSVB8uWMM+CSS+Cf//Q/u5fW0to/7TTo2TM8eXxTnwIUFBeQvSD8CYZrG6Hc0+7dYdIkePZZmeDdH9OmiZnz7LPDl6mqHOi1hfOu/ycZqjGPnA5PD4DUEuh+3oSIZzX3TlYWTLk/HKXcQSrt1q0wd66sP/OMdEVvCd8xDYgi/+ab8vUdO5zbCqkqCZI//vlPeSj9tfRyciSVayQtvECtjVBaIbWdUO/plCliT/enaFeskLo+eXJkI0pDHbEcj7y+4nV+V4dZ3gpm9IOjSTBGz464V+qdrMxDWnIaU4cEP7Wf45T7RRdJTO6LL0pY5IwZEpYVaYIvfw4rJ7dCAiVB8scJJ0jahmefrTwBzLRpYvIaPTp8WaLRCjGEdk/btoU//lHCh3/4oeK2adPE13L11ZHJE0oep3gle0E2xWUVRwxHo1fqnaxMocholMH0EdPJ6hV8j8Bxyj05Gfr1gw8+kFli9u2Dbt0iP25tb4Xcf7888N4vs+3bxeR11VWVozFCIRqtEEPo3H23hCzefXe5bfzwYXjtNbj8cmjePLLjh2Iqildi2Sv1JCsru7+MDXduCEmxgwOVu8sFX/jkQ37kkcjNJ7W9FdKmjcxO9dZb5XMEvPyyRGNMnhzZsaPRCjGEToMG8tL+8kuY4w6ymD1bJoGOxMzmIVRTUTxi516p45R7dnblDJGFhZGbT0wrRJR7y5bwpz9J13/GDEllEI2eUaStEEN4TJ4sjtM//1kmrZk2Te7nGWdE5/ihmIriETv3Sh2n3GNlPjGtEGnpTZkiLb3GjSXS4pdfnOlUNgjJyfCPf0h63iZNpFe2bVvgGcgMoWHnXqnjpp9PT/efSyMa5pOsrNqlzP2RliYvt4MHZd0zqhXMtXEqhYWSXsBzT/fuNfc0mmT1yrKFMvfFcS13Yz6JLfffX3nSdSdHDRngr3818ei1Eccpd2M+iS21PWooHjH3tHbiOLMMGPNJLIml2ctgDeae1k4c13I3xBZj9oo/zD2tnRjlbqiAMXvFH+ae1k5UDc0SVrUQSu0EAswnQ3Nkrkq7YDd5wH4y2U2eDK11CytObOp2RNhNHrCfTAHrti2Ue1UopZZorftZLYcHu8kD9pPJbvLYFbtdJyNP9dhRpkAYs4zBYDDEIUa5GwwGQxziBOU+3WoBfLCbPGA/mewmj12x23Uy8lSPHWXyi+1t7gaDwWAIHSe03A0Gg8EQIka5GwwGQxxiW+WulBqmlMpTSq1TSt1jtTwASqkNSqnlSqn/KaWWWCTDS0qpHUqpFV5lTZVS85RSa93LJhbLM0UptcV9nf6nlLqwpuRxAqZu+z2/rep1FTI5pm7bUrkrpRKBZ4ALgO7AFUqp7tZKdYyztdYnWxjr+gowzKfsHmCB1roLsMC9bqU8AI+7r9PJWus5NSiPrTF1OyCvYK96HUgmcEjdtqVyBwYA67TWv2mti4A3gUsslskWaK0XAnt8ii8BZrq/zwQutVgeQ2BM3faD3ep1FTI5Brsq93bAJq/1ze4yq9HA50qppUqpCGcWjSqttNZb3d+3Aa2sFMbNrUqpZe6ubY12p22OqdvBY8d6DQ6p23ZV7nZlkNa6D9KlvkUpNdhqgXzREttqdXzrc8BxwMnAVuAxa8UxBIGt67ZN6jU4qG7bVblvATp4rbd3l1mK1nqLe7kDeB/pYtuB7UqpNgDu5Q4rhdFab9dal2qty4AZ2Oc62QFTt4PHVvUanFW37arcfwC6KKU6KqVSgHHAh1YKpJSqp5Rq4PkOnAesqPpXNcaHwFXu71cB/7VQFs+D6GEk9rlOdsDU7eCxVb0GZ9VtW87EpLUuUUrdCnwGJAIvaa1XWixWK+B9pRTIdXtdaz23poVQSr0BnAU0V0ptBu4H/gm8pZSahKSXHWOxPGcppU5GutEbgBtqSh67Y+q2f+xWr6uQyTF126QfMBgMhjjErmYZg8FgMESAUe4Gg8EQhxjlbjAYDHGILRyqzZs315mZmX63HT58mHr16tWsQFVgN3nAfjLZTZ6lS5fusmoOVVO3w8du8oD9ZKqybmutLf/07dtXByInJyfgtkDMmqV1RobWSsly1qyQDxFVeWKN3WSymzzAEh0ndTuWGHmqx69MsVQ41VBV3bZFyz2auFwweTIUFMh6fr6sA2RlWSeXwWCIQ2yscOLO5p6dXX6dPRQUSLkhclwuyMyEhARZulx+Ni5d6mejwRCH2FjhxF3LfePG0MoNwVNlIwX7tmAMhphhY4UTdy339PTQyg3BU2UjxWtj+vz5PhsNhjjFxgon7pT71KliMvAmLU3KDZFRZSPFa2OnuXN9NhoM8clXN17IkcSKZQVJUm41cafcR44EpaBhw/KyW24xloFoUGUjxWtjkXeomA1aMAZDrJhQZw4/tIPDyTD+MigDlreScquJO+X+9ddQWgqzZ8ORI9C1K7z3nnw3RMbUqZCcXLHsWK9o6lRZATacd55sTE01XSZDXPP7nnx67oC3u8MbJ8IDZ8EpW6D98nyrRYs/5b5gASQlwaBBolueeQZ+/RUefthqyZxPVhb06CHXVynIyIDp0929oqwsWcnIYOvAgbJTixYwbpzVYhsMMWP0zpY0OQLvd5P1R0+D3+vD0wtSwOKkjHGn3L/4AgYOhPr1ZX3IENEv//iHKHlD+BQVwdq1EgRTVgYbNviYu7KyYMMG9IAB8MYbsHkzvPqqVeIavKgyhNUQNvftO4mCZJjXSdYLUuCv50Dv/CJ46y1LZYsr5b5vn4RYn3NOxfLHHoOUFLj1Vstfpo7m22/h8GEYOjSInUeNglNOgXvvhcLCmMtmCIwnhDU/X+q/J0rVKPgIKSuj66Jf+KFXU46miirt0LAD885ow4o2iZT86f8stQfHlXJfuFBalL7KvW1b+NvfYO5ceP99a2SLB+bPl5bf2WcHsbNS8K9/wZYt8OSTMZfNEBgbj7NxNkuWwJYtvNO1lNHdR6Pv12y8ayPzr87hrxekkrRxM8VPPm6ZeHGl3BcsgLp1xSzjy623woknSoslPd10T8Nh3jzo3x8aNw7yB4MHw4gRYhPbtSumshkCY+NxNs7mgw/QiYm4OuxnSMchx4q7Nu/KpD+9yZzOUPS3+9E7d1oiXlwp9y++KHek+pKUBJdeCrt3w6ZNpnsaKvv3w/ffw7nnhvjDf/4TDh0yUTMWYuNxNs7m/ffZ3Ps49qbB0E4VbZUjuo4gP/sW6hQWM/3SDiQ8kEDmE5m4ltecsokb5b59O6xYUdkk483MmZXLTPc0OHJyxOQVlL3dm+7d4dprJWxp/fqYyGaomr//Xaxk3tSta963EbF6Naxezac9U+nYuCMdm3SstEv9PqfwZk+49tujfD1Dkzsln/kPXlNjCj5ulHtOjiyHDAm8j+mehs/8+VCvHpx6ahg/fuAB6TqZt6gl9OkjPdWmTcvLBg0yA/si4oMPAHii9YYKJhlvfvjXXQz9FYoSYU9daFAE//mgmO8evqNGRIwb5f7FF9CoEfTuHXgf0z0Nn3nz4MwzJeooZNq2hfPOk/BIpYyzo4b5+GNZ/vyzKPkbboDcXPjtN0vFcjbvv8+hk7qzqs5BhnTyr9z/8PFuWhXAgRS4aB280x3qFUt5TRBXyv3MM6WBGAivQZTHMHlnqmfjRlizJgyTjAeXCz7/vHzdODtqlI8/hpNPhvbtZf2+++Q5ue8+a+VyLFu2wPffs2RAOwDO6ejfFpy+X5ZtDkOpgoJkOJJUXh5r4kK55+fLAKWqTDJQYRAlIEPpp00z3dPq8CR5rM6Z6lruIvOJTJZuXVrReZSdXTnW3Tg7aoTduyUlx/Dh5WVt28Idd8Drr0tr3hAi//0vADM7HeDEVifSsl5Lv7sVtGl27Pv+VLhoDbh6ViyPJXGh3L/4QpZVOVM9uAdR8txzUFwMJ5wQU9HignnzoHVrST0QCNdyF5M/mkz+/nzWFqwlf38+kz+aLAreODssY+5ccYSPGFGx/M9/lpDWv/zFGrkczQcfUHb88bxR8r+A9naA+o88SUkdsWM2OQLH74E5XSHtXzUT+x43yr1ly6qVjy9XXCERAy++GDu54oGyMhk/MHRo5YgLb7IXZFNQLCNlXtryEgAFxQVkL8g2zg4L+fhjaNUK+vWrWN64MdxzD8yZI4P/DMGRdPAg5OSw8ezeHC09WqVyJyuLpBdegowMFFCmoN8WmHuKabkHhdaifM45p2rl40ujRnD55dI19R29Zyhn2TLYubN6k8zG/eWt8GJdXLHcn7PDxOLFnOJi+PRTuOiiynMcANx2m5ho7rnHpOUIlmbffgslJczpmUpSQhKDMwZX/QOPqUBrOPc8rliVyGPfPFojsjpeueflwdatwZlkfLn2WjhwAN59N/pyxQsee3t1/oz0RuWt8ObJzSuW+zo7ACZONM6OGPP11zL4zNve7k3dujBlCixeLK17M/Vt9TT/6ito04aZyb9wSrtTaJDaIOjfJowdS+buUvZ/ncNPW3+KoZTu88X8DDEmFHu7L2eeCccdBy+9FF2Z4ol582QcUrt2Ve83dchU0pKldd63YV8A6iTVYeoQd+vc04IpKxMD/oEDMZTaAGKSSUmputeVmio93p075daYQKYqKCyk6fffc3TEBSzZ/mPVJhl/jByJTk5mwupkHlv8WGxk9MLxyn3BAmkQduoU+m+VktZ7bq5JB+yPI0fEHhtMCGRWryymj5hORqMM+jTsA8CI40eQ1cunda4UnH++hEaWlsZAaoOHjz6SJG+e9Nf+uO++cpPM0qWtABPI5BeXCzIySDxyhCXfvEuZLgsY3x6QJk1Q557LlXl1eXP5G2zavyk2srpxtHIvK5ORqaHa27256iqxR5rWe2W++UYUfLD5ZLJ6ZbHhzg2cl34egzMG8/P2n9H+jLnDhsGePfDDD9EV2HCMNWvkE8gk48E7YGnBggy/5bUeT87knTspqVOHt9vtJ60IBi4KI53G2LE03XGAAVvgqe+eir6sXjhauf/8M+zdG55JxkO7dqJrXnnFNCR9mTdPBruceWbov73yxCtZs3sN32/5vvLGc8+VN6r3RNqGqPLJJ7KsTrl7Byzt2pXmt7zW45UzeXf37nzeGQbnQ8pf7w/9WJdcAikpZG/twvQfp3PgaOzMk45W7gsWyDIS5Q4waRL8/jt89lnkMsUT8+dL+uQGwfuMjjG6x2jqJNXh1Z/9zMTUrBkMGGCUewz5+GPo2VMcpFXhHchUr14RYEZtV8KrG7NsUB9WtYAh6wmve9OoEQwbxrlL93Kw8AAv/PhC9OT0ISjlrpS6Qym1Qim1Uil1p7usqVJqnlJqrXvZxF2ulFJPKaXWKaWWKaX6xEr4L76QQUht20Z2nOHDZbpPE/Nezu7dEj0RcopfNw1TGzLyhJG8ufJNjpYcrbzDsGGSQ3h3zeTZqE3s3y++kupa7VAxkKl//22AZGk2gUxeeHVjctocBmDIb4TfvRkzhpStO7ip5GSe+PYJikuLq/9NGFSr3JVSPYHrgQHAScBwpVRn4B5ggda6C7DAvQ5wAdDF/ZkMPBdtod2+DT79VKbpjNSzn5IikXkffgg7dkRHRifjcslLU2t49tnwr++VJ13JnsI9zFk7p/LGYcPkBN45ZwxR4bPPoKQkOOUO5YFM1133OyDuEIMXXt2bH0vX0qwATjoQwTiNiy+G1FT+uKkDmw5sou1jbWOS7z2Ylns34DutdYHWugT4ErgMuATwZEifCVzq/n4J8KoWvgUaK6XaREtgj2/D0yM6dCg6oVuTJskDMWtW5DI6Gc/19UyctH17+Nd3aKehtK7fmleX+THN9Osn5hljmok6H38sl9bfjGRV0a7dEc4/H2bMkGfB4MbdvdEZ6fxYupZztqeRMH1G+N2bBg3gwgtpPXcRCWWwq3AXGl0xZUcUCEa5rwDOUEo1U0qlARcCHYBWWuut7n22Aa3c39sB3jE+m91lUSFW80F27w6dO8tovdqclTaa1zcpIYmsXll8suYTdhX4TLOXmChpgD/7TMKeDFGhtFRSClx4oVziULnpJkl66EkTbHCTlcXapfPYqfcz5NZ/R263GjuWtJ37ON3HbH8sZUcUqCJBrqC1XqWUehj4HDgM/A8o9dlHK6VCGsCslJqMmG1o1aoVubm5fvc7dOjQsW2HDyfSvn1HNm5sR8OGRYwalUf37uV9yACHCIo9e6B37zasW9eV2277kYyMA+zYAe+9V3GSA2957EI0ZbrtNsjJ6cAnnxzHZZet4bTTfj+2LdhTeMvTragbxWXFPPj+g4xsN7LCfq0yMui2fTtLXniBQ8cfHxX5Q0EpdQdiclTADK31E0qppsBsIBPYAIzRWu9VSingSaRxUwBcrbX+scaFroZvvxU3RrAmGV8uukhSAz/3nExLaRBcy13cPud2AP725d+on1q/8hiOULjoIgqSYMxKWJRZcZN3Ko+I0FqH9AEeAm4G8oA27rI2QJ77+zTgCq/9j+0X6NO3b1/ty6xZWmdkaP3oozk6I0Pru+7Sul07rcVQW/mTkVHpECGRkRHccXNyciI7UQyIlkxlZVo3bBj59fWV56TnTtIDZgyovOO2bXLwqVMjkrs6gCW6cj3uifRK05BGznygM/Av4B73PvcAD7u/Xwh8irwIBiKmymqfF39120M065LnefHcr+nTQz+GR54HHpBjrF0bNfHCwi7P2qxls3Ta1DTNFHTjvzfWTEGnTU3Ts5bNiui4H5+UprfWQyfch2ZK+Sfj8Yygj+Gvbns+wUbLtHQv0xF7++vAh8BV7l2uAv7r/v4hcKU7amYgsF+Xm2+CwmP3zc+H/ftTyM+Hxx8Xc8mUKbGZcKO2Z6UtK4M775SsAL7d+Uiv75UnXcn3W75n9a7VFTe0aiVzwFljd7eVLykSvJ8XD3feGb5Z8brrpA5Mnx4d+ZyOd8bT49OkhxkN80mDidfR+rDEzHtIS04rT9kRIdWaZdy8q5RqBhQDt2it9yml/gm8pZSaBOQDY9z7zkFaOeuQ7us1oQrlbfd95JEBx8oTEuD++8U2np0tijc9XRRPpCaw9PSKD4d3ebxTWirK4aWXRCn07Qt//Wv0ru/4XuO5e97dvPbza5Ur7rBh8PDDEr/XqFFkfyQ0VgBT3fW6EKmzSwjdl1Sp4RKOyTES9uyBv/0Ndu6sy8MPn8LFF69j8ODN7NkTmqnSW57TT+/BtGmNGTp0MSkp1vhE7GICva3VbZS1LGPTkU2k10lnTOsxx7ZFIl9CjwsoSZ3Gq2v7MLHLYZaWrOXlzCdovrtddP53oCZ9TX58u65KlXcvu3TZc+y7UkH3VkJm1iyt09IqmiLq1pVyb+zSVfQmVJk8XXiltE5P13rgQPm/994rpplYyHPBrAt0h3930KVlpRU3LFwoJ3/nnchPHAACdF2BScBSYCESsvsEsM9nn73u5cfAIK/yBUA/f8fVVdRtb6JVl7yfF+9PqM+Ltzzz58sxXnstKiKGhV2etYzHM46ZTB59/dGwzCd+mTVL68RErUEv6iDHfP7U5MpKpwoC1W0drFmmpvFuLU+e/LPf8mjjLyvtPffE32AO7y681tI6//ZbGDdOWn/h5uipjk5NOrHpwCYS/5ZYMZ534EBo2NAS04zW+kWtdV+t9WBgL7AG2O4xt7iXnpEPW5AoMQ/t3WWW07y5//JInpezz4YuXcSxWltwuSRKLiGhYrScd8ZTD1Exn2RnH8t5cvom6L0Vnu5djM6OzvRYtlTu3kOiPcqmJoZEewZz7N8P9erJ93jDX6gjSE7vWOFa7uKln8ozs1WI501OlmGwc+fW+IwRNe1LigVPPSVjEnxfypE+LwkJcOONkjxu2bLIZHQCvo0e79TH3hlPATIaZTB9xPTIomWggkNPAbd/BytbQk5CdBx9tlTuvq3ojAxZr6lWdMOGcq4334R9+2rmnDWFFY7j7AXZFJZUnCC7gkNq2DAZavzLL7ETwj/vKqV+AT7C7UsC/gmcq5RaCwx1r4P4kn5DfEkzkIixGsW7ZZmRIcME7rhDBjzOmCFlSkXvebn6asn3/vzz0ZDe3lQ3vsOT8bRvm75suHND5IodKnWtxi2H5ofhqbPqRn5sbKrcobwV3bevLGvaPHLjjVBYCK+9VrPnjTVWTGcaKG73WPn558vy009jJ4QftNZnaK27a61P0lovcJft1loP0Vp30VoP1VrvcZdrrfUtWuvjtNa9tNZLalJWf+a0efNksNK778oIa89cKNF6Xpo2hf79RbnH+8A+S6LlfKafrFMKk5cl8WHGEdbvDSOdsA+2Ve5W07t3ecWuYWtBTPE3nWmsTV7eU/D5Le/QQUbO3HtvZYOnAQhsTlu5MryRqMHgcknKfU/9j+dZmiyZw93XRJGczE3jHiVBJfDMD89EfHij3KvgxhvFUvDVV1ZLEj089Sk5WdZrwuTlzyFVN6luuUPK5YJt22RmEF+DpwGwyJyWDUd9EnrG6yxNU6dGf3xHUHhMFC+8AMXFtO/Sj1HdR/HiTy9yuOhwRIc2yr0Kxo6V0Ot4szmOGyfd7D/9qWZMXr4OKYBR3UeV2y2zsytnqopXLRImlpjTatHAvqws6TB65pStaT8fY8dKQrEZM7h9wO3sO7KPWcsiy2JolHsV1KsnqYDfeac8S2I8sGkTFBXJYLCawuOQ0vdrerfuTd6uvPKNtUmLhMnUqVDXx88Wc3OaFaYKi9BaJgmfNCm6fougqV8fxo+Ht97itAbd6dOmD099/5RnTEVYGOVeDTfcIIrwlVesliR6rFsnyy5drDn/hBMn8MPvP5Qr+NqkRcIkKwsefbR8vUbMaX78M3UjSGNuZ7Ztk9QbJ5xgoRDXXw+FhajXX+f2Abfzy85f+GL9F2Efzij3aujZEwYNgmnT4icz7dq1srRKuY/rOY4ElVA+kMkKL68D6dFDlnPn1pA5zc/AvjFj4m9gH8CqVbLs1s1CIfr2lVxL06cztscYGqY2ZMQbI8KeyMMo9yC44QZp7ebkWC1JdFi7VlpgkU5PGC5tG7RlSMchzFo2S7qdHi3Szp32v3HjGjZ4OgMrFJDH36e16J0ff4yv6DEPq9057SxtuYO03pctI/ftRygoLqCwpDDsiTyMcg+Cyy+XmN94cayuXSv29lilGgiGCSdOYP2+9Sze7B4am5UlA5n69RPtZRR7JVatEj9Qhw7V7xsLJk+G5ctl6tt4Y9UqMXt72heWMX48pKWx9+lHKCmrGGQQaiZKo9yDoE4dSYHyzjuQk5Pi+DDstWutM8l4GHnCSOom1a0cETB8uCS72bnTGsFszKpV0rK06qU8fry8XKZNs+b8sWT1amuv7TEaNoRx4xix9BD1/cwrH8pEHka5B4HLBV+4/Ro//NDa0WHYpaXw22/WK/cGqQ249IRLmb1yNkWlReUbhg+Xfn8Nj1Z1AqtWWWsTbtBAFPybb0r+pXjC6mtbgeuvp34xXLG88qZAAwL9YZR7EGRny/gagG+/FUO1U8OwN26E4mLrlTuIaWZP4R7mrvPKCNmnjzgDzCSeFTh4UKxWViugyZMlLYcTGzaBOHBA5o21+toe45RT2NulAzf8VFE9h5qJ0ij3IPAOt967t47fcqfgiZSpyRj3QJzb6VxapLWoaJpRSiby/OwziUE1AOUOP6sVUL9+8v6dNi1+HKt57ohcy52pHpSiyW1303dLGRcebINChZWJ0ij3IPAOt05NLfFb7hSsDoP0JjkxmXE9x/Fh3ofsP+LVzx8+XJpTixZZJ5zNsEWonpvJkyUNcLw4Vu10bY8xYQIkJ/PJtIOUPQAbnoCsEFMvG+UeBN5h2D167AacO5hj3TpxirWxxeyfYpo5WnqUd1e9W144ZIiMAzemmWOsXg1JSXDccVZLAldcIXUoXuZYtdO1PcacOTKw5tChsPMtGeUeBN6DOU4+WSbmueUWZ0br2SEM0pv+bfvTpWmXiqaZevXgnHPgo4/ip+8fIatWyX3zJHyzkoYN48uxaqdrewyvWZqOEaKjzyj3IPEM5hg3bg+NG8P27VZLFB52CIP0RinFhBMnkLshl037veafHj4cfv0V1qyxTjgbL8nP2gAAEt1JREFUYatoDqQRWVAQH45VTxikrYhCviWj3EMkOVkzahR88IFEDTiJkhIJg7SDM9WbrF5ZaDRvrHijvPCii2RpTDMUFYk5zU7KvW9fmfPA6Y7V4mL7XVsgKvmWjHIPg3HjJDTNaaHY+fmi4O3Ucgc4rulxdG7amb9+8dfyPBoHvoJevYxyR5RPaam9FJBS5Y7Vtm2dO8fKunXyTNjp2gJRybdklHsYnHUWtGwpNkcnYXU2yEC4lrvI35dPcVlxhTwaKwZkSsRMvE1kGyK2jOagfHKLbducO8eKbXLK+OLt6AszwbxR7mGQlASjR0uj8uBBq6UJHjuFQXqTvSCb4rLiCmUFxQXcV/8HabJ+9plFktkDj3K3mwLy14h02uA+u15boNzRF2aCeaPcw2TcOLG5f/SR1ZIEz9q1khypVSurJalIoHwZHzbaBs2b13rTzKpVYmqtV89qSSoSD3OsrF4tycIaNLBakuhjlHuYnHaazOnsJNOM3cIgPQTKl9G+SQZceKHE/PqGhdUi7BYp48GOc6y4XGL7D9YHYNdrGw2Mcg+ThASZ9nDuXNi712ppgmPdOvuZZMD/BNrH8mgMHw579sDixRZJZy1lZdK6tKMCstscKy6X2Pzz84PzAWht0zDIKGGUewSMGyehVO+/b7Uk1VNSAuvX21O5+06gXSepTnkejfPOEydHLTXNbNwo5j87KnePz691a1lv2tTaOVays8Xm701VPoAtW2QAqB2vbTQwyj0C+vaVIcuzZ1tzfk8XdOnS6rugGzaIgrdbjLsHzwTafzz1j5TpMi4+/mLZ0KgRDB4cV8o9lPtm10gZD1lZ8Pvv0LEj9O9v7ajtUH0Adr+2kWKUewQoJa33BQtgx46aPbd3FxSq74LaNVLGl+HHD6eotIh5v80rL2zTBlaulAvuxGBqL0K9b05QQEpJ9NiCBWJBs4pAM1QF8gHYNgwyShjlHiHjxomv7913q983mnh3QfPymgBVd0GdotxP73A6jes05uM17pa6y1Xx4joxmNoL7/u2aZOEaFR131atkoCh5s1rSMAwGT1aeoYffGCdDH37Vi6rygewapV0DD1mpXjDKPcI6dlTZqWv6agZT8sP4PPPM499D9QFXbdOwr1atoytXJGSnJjMsM7D+GTtJ5TpsoozpXhwWjC1F973Z+nSVn7LvXFKNEffvtKpevtta86/dCl8+CEMGiTjfUCCHp55JrCpyDZT68UIo9yjwLhxMpBy8+aaOV9hoczr6iE/v9Gx74G6oJ6EYU6oyMO7DGfH4R38sOWHwFrP++3mILzvz08/tfRb7kFr5yh3j2lm/vyaN80cPQpXXSXjNz78UPxLnoy5TZoE/p1Trm24GOUeBcaOlQfxxBP9x9eGGntbFUeOwCWXSIVOSam4raouqCfG3Qlc0OUCElSCmGYCva0SEuCFF+C116J3cWsA7/DBw4flBga6bzt3iqJ0igLymGb++9+aPe/994tL5sUXy5X50KFiynr9df+/2bdP0ibEq70dIMlqAeKB778X3eKJd/eYhT140qP6bgs1suDIERg5UlpHL70k+aezs+Ho0UPs3Vs/YBhacbEnXXHIf80SmtZtyukdTufjtR/z4NSpFS8gSLclPR2uv16ajJ60hJFc3BrCI9Zf/gK7dxehdUrA++YEZ6o3/fqVm2auuaZmzrl4MTzyCFx3HQwbVl6enAxjxshzcvBg5RGodpm2MJaYlnsUyM6WLqA3BQUyocdNN4UWe+uLp9WvlMQRz50rDdarry5PPTFs2E6KimR+C3+sXy9OX7s7U70ZcfwI/rftf2waPrhyAqUXXpCns3nzyvlmHWCPz8qS99CwYTsoKZFBuP6wdd4TPygFl18ujY+aGNhXUCDmmPbt4bHHKm/PypIGkT8nr1HuhqAIZBbevz9wYrFg8m/4hs0VFoopJjW14n5nnrkTreG99/wfx67ZIKti+PHDAfhk7Sf+EygpBbt3+/+xQ5KbnHfeNoqK4K23/G9ftUpMNoFC/OzI6NHSU4ylacbT4KlXT8yNWVkyO5Qvp54q+/kzzaxaJc9Sx46xk9NqglLuSqm7lFIrlVIrlFJvKKXqKKU6KqW+U0qtU0rNVkqluPdNda+vc2/PjOUfsANV5djweO6D/Y03/kbcFRVVbphmZhbQrRu8847/43jCIJ1icwc4ofkJdGrSqTwk0h9RSG5iZd3u0uUQPXrAq6/63+6J5khwUBOsf3+p87GKmvFt8AA8+aR/V4tSMt/rvHmVx6GsWiWNnaQ4NkxXW22UUu2A24F+WuueQCIwDngYeFxr3RnYC0xy/2QSsNdd/rh7v7gmUI6Nhx6KLP9GKCPuRo+GhQv9T/+3dq20bFq0qP6cdkEpxYjjR7Bg/QIKigv87xRhchOr67ZSMHEifPNNee/KGydGc3hMM/PmxSYNf6gpBsaPF5Ok78smnnPKeAi2TZAE1FVKJQFpwFbgHMDTVpwJXOr+fol7Hff2IUo5IQAvfKrKq++9DWT7U08F5+8LpWF6+eVitfCX58ZJYZDeDD9+OEdKjrDgtwX+d4jChAZYXLc9FqbXXqtYfugQbNrkPOUOsTXNhJpioGdPmdDL2zRz9KhMz+vEaxsK1XZKtNZblFKPAhuBQuBzYCmwT2td4t5tM9DO/b0dsMn92xKl1H6gGbAryrLbCo8ir2rbV1/BGWdUtpkH4uab4c9/rlgWqGHasyccf7yYZm68seK2detgwIDgzmknBmcMpkFKAz5a8xEjuo7wv1NVF74aYlW3lVKTgckArVq1Ijc31+/5Dx06xLp1ufTpcyIzZtTlrLO+O/YCzstrAPSltHQFubk18+gcOnQooKyhoDW0ajWQ558/TEbGcr/77NkjibuKisT23a6dBAxUJ8+TT8K//92bQ4eS+dOfvj9mskpJgUCiDxyYzowZnXjjjW9p0+YI69enUVY2gLKyX8jNDS1vSLSuUU1QrXJXSjVBWiwdgX3A28CwKn8UBKE8AHa6mJHIU1YGrVufwlNPFdK+/bJq9//uu84kJbXlgQcWk5paXOEh8Bbh0KFDfPllLv37d+SNN9L54INvaNxYZjYqLlZs2DCY00/PJzd3Q1hyh0o071mfhn14b8V7XFH/CqLdAYxV3dZaTwemA/Tr10+fddZZfvfLzc3lrLPO4o474MorITn5LAYNkm2bNsly9OieNdbC9MgTDbKy4Omn63DyyWfRuHHFbR67ubd5JS2tcqfLnzxffy0+dYA//emsCr8NJHpmJsyYARs2DOSKK2CX+105alR3+vTpHtL/iuY1ijla6yo/wGjgRa/1K4HnkNZKkrvsVOAz9/fPgFPd35Pc+6mqztG3b18diJycnIDbrCBSebKztU5I0Hrr1qr3O3xY60aNtB4/PniZfvpJa9B6+vTybatXS9nMmeHLHCrRvGev/PSKZgp66e9L/W6ftWyWzng8Q6spSmc8nqFnLZtVaR9gibZx3T54UOt69bS+/vrybf/v/2mdlKR1UVEoVysyonnfFi8OXO8yMmSb7ycjo3p5Jk3SOiVF6/bttVZKfjOr8i2vxOmna92zp3x/8EE536FDIf6pADJZSaC6rbUOyua+ERiolEpz2xeHAL8AOcDl7n2uAjwWtg/d67i3f+EWwoC0TMrKqs9FM3u2hFLecEPwxz7pJElB7B0145SEYYG4oMsFKBQf5VWez9C13MXkjyaTvz+/wsTaruVBj1K1Rd2uXx9GjZKQyMJCKVu1SqKbkpMjPbo1nHIKNGsmJkLvwcOlpYEzR1QXwbp3r9jOr7pKejahTC06fjysWAHLl9t32sJoU61y11p/hziPfgSWu38zHfgz8Ael1DrE7vii+ycvAs3c5X8A7omB3I6lWzdJsjRrVtX7TZsm+55xRvDH9kQqLFhQHgLudOXesl5LBrYfyMdrK4dEZi/IrhRJU1BcQPaC4AYx2aluT5woL3PPnLxOjJTx5vXX5f8UFpbPinTNNVXP31tdBOvLL8vxbrkldHlGj4bERJHL6dc2WIKKltFa36+1PkFr3VNrPVFrfVRr/ZvWeoDWurPWerTW+qh73yPu9c7u7b/F9i84jwkTJIudZwSiLz/9BN99J62eUM3Mo0dL6+jDD2V93TpJa9qsWWQyW0n7hu1Z8vsS1AOKzCcyefXnV3l75dvk7/ffBAw04bY/7FK3zz5b/CmvvSZOxnXrnK2AsrMlz4w3xcVw+DDcdhvUrVtxW506VUewlpXBs8/C6adLDzVUWrSA888X5Z6XF/9hkGBGqFrCuHHSVQ2U42raNKn8EyeGfuw+fSqmXnVqGKQH13IXH60pN8nk78/n6g+uZsw7Y0hK8B8PEGjCbTuTmCgv/U8/lbj30lJnK/dAJpajRyUUeMaMiql5u3QR00kgPv9cwhfDabV7yMgQuQoK5CVq8xxzEWOUuwW0bg3nniuVyzcnzcGDUj52bNXpSgPhm9/Do9ydSvaCbI6UVMznrtG0SGvBS5e8FHhibQcycaIo9fvuk3UnK/fqxmh4MkpoLXlhli+XF1sg/vMfMemMGhWePC4XvPJK+fqePY6e8yUojHK3iAkTpHJ/803F8tdflwEsvrHqoXD55dIFfucdaak4WbkHMrHsKtjFxBMnHptYW6HIaJRRPrG2A+nRQ3KdLFok6yNHOlf5hDJ4+OabpY7+8Y9Sb31Zv17ys0+eXDnNdbBkZ5c7qz04IMdcRBjlbhGXXiqV3duxqjU89xycfHJkg44GDJBkU48+Kj0DJyv3QCYWT7lnYu2y+8vYcOcGxyp2EEXuPeHLpk3ObV2GMng4JUXq6urV8Pzzlbc/95yYbkKJHPMl1JGt8YBR7hZRv760zN56S+yQIHnhf/45PEeqN0pJK3DNGlm/+25nKgiAqUOmxpXppSqysyu3XJ3cuvSXzDMQI0bAkCEwZUrFdMGFhTIJx6WXisM5XKKQY85xGOVuIRMmSEX22Bqff16UflWOpWBwuSAnp3x92zYHtwB7ZcWV6aUqamPr0oNS8O9/S7Kxv/2tvPzNN8U+HokjFSLOMedIjHK3kKFDZcLqWbNEyc+eLa0b31ljQkVmZ6pY5ugWYByZXqqiNrYuvTnxRJg0SZyna9aImfKZZ6B798CpBYIlOjnmnIVR7haSlAS9e8O770q+mMLC6EzMUJtbgE6mNrYufXnwQXkuTj4Z3n+/AUuXSo74aITyhmImigeMcrcQl6tyJruHHorcfFLbW4BOpTa2Ln2ZP1/CQQsL4Z13ugLil3KiSdFqjHK3kFiZT0wL0LnUttalL95O5a1b6wOi6J1qUrQSo9wtJFbmE9MCNDgV77qfmlrit9wQHEa5W0gszSe1vQVocCbedf/vf//Kb7khOIxytxBjPjEYKuL9THicqOaZCA+j3C3EmE8Mhor4zjlsnonwqXaaPUNsiWAKUIMhLvE8E7m55VPqGUJH2WGSJKXUTiDA/Cw0x16Ta9tNHrCfTHaTJ0Nr3cKKE5u6HRF2k+f/t3f/LlXFcRjH3w9GSzQUgUQtES5OEtEUYUtYi7VETQ5BDfkHuNXYEk0RFIguFS2SQ/QDl9YMpGyIJIQU06E/IKpPwz2GiPeqBPf7OYfntZxzD4gPXx4/+D0czoV8mdp2O8Vw70TSbEScLJ1jXbY8kC9TtjxZZVsn59lexkzt+J67mVkDebibmTVQHYb7w9IBNsmWB/JlypYnq2zr5Dzby5hpS+nvuZuZ2e7V4T93MzPbJQ93M7MGSjvcJQ1J+ixpQdJY6TwAkhYlfZQ0J2m2UIZxSWuS5jdcOyjpjaQv1fFA4Ty3JS1X6zQn6UK38tSBu73l70/V6w6ZatPtlMNdUg9wHzgP9ANXJfWXTfXP2YgYKPis6wQwtOnaGDATEX3ATPW5ZB6Ae9U6DUTEiy7mSc3dbmuCXL1ulwlq0u2Uwx04BSxExNeI+Ak8BYYLZ0ohIt4CPzZdHgYmq/NJ4GLhPNaeu72FbL3ukKk2sg73I8C3DZ+XqmulBfBa0ntJ10uH2aA3Ilaq8+9Ab8kwlVFJH6qtbVe308m52zuXsddQk25nHe5ZnY6IE7S21DclnSkdaLNoPdta+vnWB8BxYABYAe6WjWM7kLrbSXoNNep21uG+DGz8quij1bWiImK5Oq4BU7S22BmsSjoMUB3XSoaJiNWI+B0Rf4BH5FmnDNztnUvVa6hXt7MO93dAn6RjkvYCV4DpkoEk7ZO0f/0cOAfMd/6prpkGRqrzEeB5wSzrf4jrLpFnnTJwt3cuVa+hXt1O+T73iPglaRR4BfQA4xHxqXCsXmBKra+H2QM8joiX3Q4h6QkwCByStATcAu4AzyRdo/V62cuF8wxKGqC1jV4EbnQrT3bu9tay9bpDptp0268fMDNroKy3ZczM7D94uJuZNZCHu5lZA3m4m5k1kIe7mVkDebibmTWQh7uZWQP9BaM5lJVxW/LXAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 000510, tr_loss = 0.000187, te_loss = 0.000421\n",
      "grad_step = 000540, tr_loss = 0.000178, te_loss = 0.000421\n",
      "grad_step = 000570, tr_loss = 0.000169, te_loss = 0.000421\n",
      "grad_step = 000600, tr_loss = 0.000161, te_loss = 0.000421\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 000630, tr_loss = 0.000169, te_loss = 0.000458\n",
      "grad_step = 000660, tr_loss = 0.000155, te_loss = 0.000458\n",
      "grad_step = 000690, tr_loss = 0.000187, te_loss = 0.000458\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 000720, tr_loss = 0.000145, te_loss = 0.000571\n",
      "grad_step = 000750, tr_loss = 0.000175, te_loss = 0.000571\n",
      "grad_step = 000780, tr_loss = 0.000150, te_loss = 0.000571\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 000810, tr_loss = 0.000147, te_loss = 0.000326\n",
      "grad_step = 000840, tr_loss = 0.000143, te_loss = 0.000326\n",
      "grad_step = 000870, tr_loss = 0.000137, te_loss = 0.000326\n",
      "grad_step = 000900, tr_loss = 0.000180, te_loss = 0.000326\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 000930, tr_loss = 0.000123, te_loss = 0.000411\n",
      "grad_step = 000960, tr_loss = 0.000131, te_loss = 0.000411\n",
      "grad_step = 000990, tr_loss = 0.000128, te_loss = 0.000411\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 001020, tr_loss = 0.000134, te_loss = 0.000321\n",
      "grad_step = 001050, tr_loss = 0.000145, te_loss = 0.000321\n",
      "grad_step = 001080, tr_loss = 0.000124, te_loss = 0.000321\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 001110, tr_loss = 0.000112, te_loss = 0.000245\n",
      "grad_step = 001140, tr_loss = 0.000147, te_loss = 0.000245\n",
      "grad_step = 001170, tr_loss = 0.000184, te_loss = 0.000245\n",
      "grad_step = 001200, tr_loss = 0.000187, te_loss = 0.000245\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 001230, tr_loss = 0.000102, te_loss = 0.000302\n",
      "grad_step = 001260, tr_loss = 0.000130, te_loss = 0.000302\n",
      "grad_step = 001290, tr_loss = 0.000131, te_loss = 0.000302\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 001320, tr_loss = 0.000106, te_loss = 0.000245\n",
      "grad_step = 001350, tr_loss = 0.000170, te_loss = 0.000245\n",
      "grad_step = 001380, tr_loss = 0.000092, te_loss = 0.000245\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 001410, tr_loss = 0.000112, te_loss = 0.000278\n",
      "grad_step = 001440, tr_loss = 0.000100, te_loss = 0.000278\n",
      "grad_step = 001470, tr_loss = 0.000093, te_loss = 0.000278\n",
      "grad_step = 001500, tr_loss = 0.000113, te_loss = 0.000278\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 001530, tr_loss = 0.000082, te_loss = 0.000206\n",
      "grad_step = 001560, tr_loss = 0.000103, te_loss = 0.000206\n",
      "grad_step = 001590, tr_loss = 0.000086, te_loss = 0.000206\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 001620, tr_loss = 0.000109, te_loss = 0.000393\n",
      "grad_step = 001650, tr_loss = 0.000077, te_loss = 0.000393\n",
      "grad_step = 001680, tr_loss = 0.000076, te_loss = 0.000393\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 001710, tr_loss = 0.000082, te_loss = 0.000231\n",
      "grad_step = 001740, tr_loss = 0.000085, te_loss = 0.000231\n",
      "grad_step = 001770, tr_loss = 0.000072, te_loss = 0.000231\n",
      "grad_step = 001800, tr_loss = 0.000078, te_loss = 0.000231\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 001830, tr_loss = 0.000088, te_loss = 0.000209\n",
      "grad_step = 001860, tr_loss = 0.000148, te_loss = 0.000209\n",
      "grad_step = 001890, tr_loss = 0.000063, te_loss = 0.000209\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 001920, tr_loss = 0.000257, te_loss = 0.000205\n",
      "grad_step = 001950, tr_loss = 0.000065, te_loss = 0.000205\n",
      "grad_step = 001980, tr_loss = 0.000065, te_loss = 0.000205\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 002010, tr_loss = 0.000077, te_loss = 0.000247\n",
      "grad_step = 002040, tr_loss = 0.000060, te_loss = 0.000247\n",
      "grad_step = 002070, tr_loss = 0.000077, te_loss = 0.000247\n",
      "grad_step = 002100, tr_loss = 0.000062, te_loss = 0.000247\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 002130, tr_loss = 0.000062, te_loss = 0.000184\n",
      "grad_step = 002160, tr_loss = 0.000064, te_loss = 0.000184\n",
      "grad_step = 002190, tr_loss = 0.000106, te_loss = 0.000184\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 002220, tr_loss = 0.000056, te_loss = 0.000217\n",
      "grad_step = 002250, tr_loss = 0.000235, te_loss = 0.000217\n",
      "grad_step = 002280, tr_loss = 0.000050, te_loss = 0.000217\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 002310, tr_loss = 0.000065, te_loss = 0.000196\n",
      "grad_step = 002340, tr_loss = 0.000062, te_loss = 0.000196\n",
      "grad_step = 002370, tr_loss = 0.000080, te_loss = 0.000196\n",
      "grad_step = 002400, tr_loss = 0.000065, te_loss = 0.000196\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 002430, tr_loss = 0.000045, te_loss = 0.000217\n",
      "grad_step = 002460, tr_loss = 0.000059, te_loss = 0.000217\n",
      "grad_step = 002490, tr_loss = 0.000086, te_loss = 0.000217\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 002520, tr_loss = 0.000056, te_loss = 0.000176\n",
      "grad_step = 002550, tr_loss = 0.000092, te_loss = 0.000176\n",
      "grad_step = 002580, tr_loss = 0.000049, te_loss = 0.000176\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 002610, tr_loss = 0.000054, te_loss = 0.000187\n",
      "grad_step = 002640, tr_loss = 0.000056, te_loss = 0.000187\n",
      "grad_step = 002670, tr_loss = 0.000047, te_loss = 0.000187\n",
      "grad_step = 002700, tr_loss = 0.000054, te_loss = 0.000187\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 002730, tr_loss = 0.000037, te_loss = 0.000207\n",
      "grad_step = 002760, tr_loss = 0.000063, te_loss = 0.000207\n",
      "grad_step = 002790, tr_loss = 0.000040, te_loss = 0.000207\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 002820, tr_loss = 0.000071, te_loss = 0.000191\n",
      "grad_step = 002850, tr_loss = 0.000037, te_loss = 0.000191\n",
      "grad_step = 002880, tr_loss = 0.000035, te_loss = 0.000191\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 002910, tr_loss = 0.000042, te_loss = 0.000249\n",
      "grad_step = 002940, tr_loss = 0.000048, te_loss = 0.000249\n",
      "grad_step = 002970, tr_loss = 0.000035, te_loss = 0.000249\n",
      "grad_step = 003000, tr_loss = 0.000072, te_loss = 0.000249\n"
     ]
    }
   ],
   "source": [
    "# training\n",
    "# model seems to converge well around ~2500 grad steps and starts to overfit a bit after.\n",
    "test_losses = []\n",
    "for i in range(30):\n",
    "    eval_test(backcast_length, forecast_length, net, norm_constant, test_losses, x_test, y_test)\n",
    "    train_100_grad_steps(data, device, net, optimiser, test_losses)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  },
  "pycharm": {
   "stem_cell": {
    "cell_type": "raw",
    "metadata": {
     "collapsed": false
    },
    "source": []
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
